vulnerable - Story 166333 | Emotion Vectors in Gemma4-31B

"No," she whispered, the word barely audible. The notification, a brightly colored advertisement for a farewell brunch, sat mocking her on her Instagram feed. The cafe, “Books & Brews,” wasn't just a coffee shop. It was her sanctuary, the backdrop to her life for the last six years. It was where she wrote, where she cried, where she met her best friend.

She felt a wave of dizziness wash over her, a sudden lightness in her head. She gripped the edge of the kitchen counter for support. The tile felt cold and slick under her fingers. Her chest felt constricted, as if someone was sitting on it.

She’d planned to go there tomorrow, to write, to feel normal. Now, there was no tomorrow, not in the same way. The future suddenly felt unmoored, uncertain. She blinked, trying to clear her blurred vision, a fresh wave of panic cresting within her.

Emotion: vulnerable

Cluster: Fear / Anxiety

PC1 (Valence): -2.07 Negative

PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257